"""Anima model backend module. Anima is a 2B-parameter anime-focused text-to-image model built on NVIDIA's Cosmos Predict2 DiT architecture with a custom LLM Adapter that bridges Qwen3 0.6B text encoder outputs to the DiT backbone. """